The argument follows from the matrix Chernoff and Hoeffding inequalities [1]}. Note that the standard version of these concentration inequalities applies to sampling with replacement, namely
\({\hat{}}() = \frac{1}{s} \sum _{j=1}^s\nabla ^2f_{I_j}(),\) 
